AIMC Topic: Area Under Curve

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An improved fuzzy-differential evolution approach applied to classification of tumors in liver CT scan images.

Medical & biological engineering & computing Aug 15, 2019
Fuzzy inference systems have been frequently used in medical diagnosis for managing uncertainty sources in the medical images. In addition, fuzzy systems have high level of interpretability because of using linguistic terms for knowledge representati...
Image Processing, Computer-Assisted Fuzzy Logic Humans Algorithms Area Under Curve Neural Networks, Computer Tomography, X-Ray Computed Neoplasm Metastasis ROC Curve Liver Neoplasms
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A deep learning model for real-time mortality prediction in critically ill children.

Critical care (London, England) Aug 14, 2019
BACKGROUND: The rapid development in big data analytics and the data-rich environment of intensive care units together provide unprecedented opportunities for medical breakthroughs in the field of critical care. We developed and validated a machine l...
Humans Retrospective Studies Critical Illness Republic of Korea Female Male Risk Assessment Area Under Curve Pediatrics Mortality Cohort Studies Child, Preschool Child ROC Curve Infant Deep Learning Big Data Adolescent
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Novel deep learning model for more accurate prediction of drug-drug interaction effects.

BMC bioinformatics Aug 6, 2019
BACKGROUND: Predicting the effect of drug-drug interactions (DDIs) precisely is important for safer and more effective drug co-prescription. Many computational approaches to predict the effect of DDIs have been proposed, with the aim of reducing the ...
Area Under Curve Drug Interactions Databases, Factual Humans Deep Learning Neural Networks, Computer Models, Theoretical Support Vector Machine
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Comparison between logistic regression and machine learning algorithms on survival prediction of traumatic brain injuries.

Journal of critical care Aug 5, 2019
PURPOSE: To compare twenty-two machine learning (ML) models against logistic regression on survival prediction in severe traumatic brain injury (STBI) patients in a single center study.
Brain Injuries, Traumatic Area Under Curve Female Cross-Sectional Studies Middle Aged Machine Learning Logistic Models Algorithms Prognosis Humans
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Machine learning to predict cardiovascular risk.

International journal of clinical practice Aug 4, 2019
AIMS: To analyse the predictive capacity of 15 machine learning methods for estimating cardiovascular risk in a cohort and to compare them with other risk scales.
Algorithms Female Risk Factors Male Humans Machine Learning Cardiovascular Diseases Middle Aged Cohort Studies Follow-Up Studies Predictive Value of Tests Area Under Curve Bayes Theorem Spain
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Comparison of machine learning algorithms for clinical event prediction (risk of coronary heart disease).

Journal of biomedical informatics Jul 30, 2019
AIM: The aim of this study is to compare the utility of several supervised machine learning (ML) algorithms for predicting clinical events in terms of their internal validity and accuracy. The results, which were obtained using two statistical softwa...
Supervised Machine Learning Coronary Disease Models, Statistical Decision Trees Humans Area Under Curve Neural Networks, Computer Computational Biology Algorithms Logistic Models Databases, Factual Support Vector Machine Prospective Studies Longitudinal Studies Risk Factors
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Evaluation of machine learning methods with Fourier Transform features for classifying ovarian tumors based on ultrasound images.

PloS one Jul 26, 2019
INTRODUCTION: Ovarian tumors are the most common diagnostic challenge for gynecologists and ultrasound examination has become the main technique for assessment of ovarian pathology and for preoperative distinction between malignant and benign ovarian...
Area Under Curve Fourier Analysis Humans ROC Curve Machine Learning Image Processing, Computer-Assisted Ovarian Neoplasms Algorithms Female Ultrasonography
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Development and validation of a deep-learning algorithm for the detection of neovascular age-related macular degeneration from colour fundus photographs.

Clinical & experimental ophthalmology Jul 25, 2019
IMPORTANCE: Detection of early onset neovascular age-related macular degeneration (AMD) is critical to protecting vision.
Choroidal Neovascularization Humans Algorithms Retrospective Studies Female Predictive Value of Tests Area Under Curve Fundus Oculi False Positive Reactions Fluorescein Angiography Diagnosis, Computer-Assisted Wet Macular Degeneration Deep Learning Photography ROC Curve Ophthalmologists Visual Acuity Reproducibility of Results Sensitivity and Specificity Male Middle Aged
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Prediction of Chemotherapy Response of Osteosarcoma Using Baseline F-FDG Textural Features Machine Learning Approaches with PCA.

Contrast media & molecular imaging Jul 24, 2019
PURPOSE: Patients with high-grade osteosarcoma undergo several chemotherapy cycles before surgical intervention. Response to chemotherapy, however, is affected by intratumor heterogeneity. In this study, we assessed the ability of a machine learning ...
Drug Monitoring Positron-Emission Tomography Fluorodeoxyglucose F18 Osteosarcoma Predictive Value of Tests Humans Principal Component Analysis Area Under Curve Machine Learning Support Vector Machine
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Development and rigorous validation of antimalarial predictive models using machine learning approaches.

SAR and QSAR in environmental research Jul 22, 2019
The large collection of known and experimentally verified compounds from the ChEMBL database was used to build different classification models for predicting the antimalarial activity against . Four different machine learning methods, namely the supp...
ROC Curve Area Under Curve Antimalarials Quantitative Structure-Activity Relationship Machine Learning Drug Design
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